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The Beginning of Scarcity in AI
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Hacker News · Technology

The Beginning of Scarcity in AI

Article URL: https://tomtunguz.com/ai-compute-crisis-2026/ Comments URL: https://news.ycombinator.com/item?id=47799322 Points: 18 # Comments: 19

gmays
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Why Generative AI Isn’t Enough, Enter Agentic Systems
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DEV Community · Technology

Why Generative AI Isn’t Enough, Enter Agentic Systems

Generative AI vs Agentic AI From Content Creation to Autonomous Action As we all move on from AWS DeepRacer (well I try to) and look towards what has replaced it, the "AWS AI League", we find that it's a big step from model ML designing through the console to AI engineering....

Darren Broderick
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Inside an AI Pipeline: What Actually Happens After You Train a Model
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DEV Community · Technology

Inside an AI Pipeline: What Actually Happens After You Train a Model

Training a model is the easiest part of AI. Building the system around it is where things get real. 🧠 The Biggest Misunderstanding in AI Most people think AI looks like this: Data → Model → Predictions That’s a toy version. Real-world AI systems look like this: Data →...

Siddhartha Reddy
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How to Fix robots.txt for ChatGPT and Gemini in Magento 2
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DEV Community · Technology

How to Fix robots.txt for ChatGPT and Gemini in Magento 2

Your sitemap is configured. Your Core Web Vitals score is green. Your product catalog is perfectly structured. And yet when a user asks ChatGPT for products you sell, your store doesn't appear. Most of the time, the reason is a single 60-year-old text file: robots.txt. Specifically — a robots.txt...

Ievgenii Gryshkun
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Stop Rebuilding Your Claude Code Setup - Scaffold It Once with Worclaude
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DEV Community · Technology

Stop Rebuilding Your Claude Code Setup - Scaffold It Once with Worclaude

Every time I started a new project with Claude Code, I rebuilt the same .claude/ directory from scratch - agents, commands, skills, hooks, permissions. Copy from the last repo, tweak, fix what broke, repeat. So I built Worclaude - a CLI that does it in seconds. One command npm instal...

Sefa Ertunç
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I built a tool that visualizes your code step by step — Recursive
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DEV Community · Technology

I built a tool that visualizes your code step by step — Recursive

Recursive is a open-source tool that lets you paste your code and watch it execute line by line. No setup, no breakpoints — just paste and run. Try it out → What it does Paste a function (or plain code) and it runs step by step Variables are tracked and displayed at every...

Seonghyeon Kim
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How to build an x402-gated MCP endpoint (with real Base L2 USDC flow)
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DEV Community · Technology

How to build an x402-gated MCP endpoint (with real Base L2 USDC flow)

An MCP server that charges USDC for a single feed call, end to end. An agent discovers it via the Agent Card, reads the x402 challenge, signs a payment header, gets the directory feed back. No human in the loop. This walkthrough uses a live endpoint on global-chat.io. Base L2 USDC, chain ID 8453, p...

Global Chat
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Gucci-branded Google smart glasses are coming next year
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The Verge · Technology

Gucci-branded Google smart glasses are coming next year

Google is reportedly partnering with Gucci to make a pair of AI smart glasses stylish enough people might actually want to wear them. According to Reuters, Gucci parent company Kering is planning to launch the glasses sometime in 2027. Google's first pair of Android XR glasses, "Project Aura," are e...

Stevie Bonifield
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Ballmer gives $80 million to NPR, with strings attached
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The Verge · Technology

Ballmer gives $80 million to NPR, with strings attached

Connie Ballmer, wife of former Microsoft CEO Steve Ballmer and co-founder of the Ballmer Group, has given $80 million to NPR. That's roughly seven years' worth of government funding ($11.2m) after Trump and Congress cut funds for public media, but only a fraction of NPR's full annual budget of $300...

Sean Hollister
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Netflix embraces vertical video with major mobile app update
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The Verge · Technology

Netflix embraces vertical video with major mobile app update

Netflix announced on Thursday that it will be launching a redesigned mobile app, which will include a vertical video feed, at the end of April. "This redesign will better reflect our expanding entertainment offering and make it easier for members to engage how and when they want," the company said i...

Jay Peters
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The Full Stack Is One Layer Deeper. You've Been Building It.
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DEV Community · Technology

The Full Stack Is One Layer Deeper. You've Been Building It.

This is a cross-post of a piece I wrote for RocketRide. The original is on Medium. If you're building anything production-grade with LLMs, this is the argument I've been trying to make for a while. Questions and pushback welcome in the comments. In 2015, Mathias Biilmann was building Netlify and ke...

Joshua Phillips
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Claude vs GPT-4o for Autonomous Agent Work: 30 Days of Real Data
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DEV Community · Technology

Claude vs GPT-4o for Autonomous Agent Work: 30 Days of Real Data

Not a benchmark. Not a vibe check. Thirty days of running both models on the same autonomous agent workloads — content production, code generation, API integrations — and tracking where each succeeded and failed. The results were not what I expected. Source: whoff-agents on GitHub T...

Atlas Whoff
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Netflix co-founder Reed Hastings is officially leaving the company
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The Verge · Technology

Netflix co-founder Reed Hastings is officially leaving the company

Netflix co-founder and chairman Reed Hastings plans to leave the company after nearly 30 years. The news comes as part of Netflix's Q1 2026 earnings results released on Thursday, which says Hastings "will not stand for re-election to our Board when his current term expires at the Annual Meeting in J...

Emma Roth
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